Optimize the resize and upsample

[yufenglee]

Description: Describe your changes.
Optimize the resize and upsample operators
Motivation and Context

• Why is this change required? What problem does it solve?
  For case with input with shape [1,128, 267, 200] and scales [1, 1, 1.97, 2], Resize and upsample get 15x gain (w/o: 1020ms, w: 71ms on my local box). It should benefit other scenarios at similar level.
• If it fixes an open issue, please link to the issue here.

[linkerzhang]

thanks! do you mind to share numbers if any for this improvement please?

[yufenglee]

thanks! do you mind to share numbers if any for this improvement please?

Added in the PR description section.

[skottmckay]

Can we add one more very simple change, that being to check if any work is required? e.g. ssd_mobilenet in mlperf has a resize that does nothing as the input size matches the resize, but nothing checks if all the scales values are 1.0.

[yufenglee]

Can we add one more very simple change, that being to check if any work is required? e.g. ssd_mobilenet in mlperf has a resize that does nothing as the input size matches the resize, but nothing checks if all the scales values are 1.0.

Just saw the comment. Adding it in a new PR.